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class=\"display\">\n  <thead>\n    <tr>\n      <th> <\/th>\n      <th>F_67_AD_GSM1423780<\/th>\n      <th>M_88_AD_GSM1423781<\/th>\n      <th>M_62_AD_GSM1423782<\/th>\n      <th>F_90_AD_GSM1423783<\/th>\n      <th>F_90_AD_GSM1423784<\/th>\n      <th>F_95_AD_GSM1423785<\/th>\n      <th>F_77_AD_GSM1423786<\/th>\n      <th>F_100_AD_GSM1423787<\/th>\n      <th>M_72_AD_GSM1423788<\/th>\n      <th>F_64_AD_GSM1423789<\/th>\n      <th>F_89_AD_GSM1423790<\/th>\n      <th>F_80_AD_GSM1423791<\/th>\n      <th>F_61_AD_GSM1423792<\/th>\n      <th>M_93_AD_GSM1423793<\/th>\n      <th>F_81_AD_GSM1423794<\/th>\n      <th>M_89_AD_GSM1423795<\/th>\n      <th>M_81_AD_GSM1423796<\/th>\n      <th>F_85_AD_GSM1423797<\/th>\n      <th>M_79_AD_GSM1423798<\/th>\n      <th>F_77_AD_GSM1423799<\/th>\n      <th>F_91_AD_GSM1423800<\/th>\n      <th>M_87_AD_GSM1423801<\/th>\n      <th>F_77_AD_GSM1423802<\/th>\n      <th>M_77_AD_GSM1423803<\/th>\n      <th>F_75_AD_GSM1423804<\/th>\n      <th>F_76_AD_GSM1423805<\/th>\n      <th>F_84_AD_GSM1423806<\/th>\n      <th>M_65_AD_GSM1423807<\/th>\n      <th>F_66_AD_GSM1423808<\/th>\n      <th>M_55_AD_GSM1423809<\/th>\n      <th>M_77_AD_GSM1423810<\/th>\n      <th>M_61_AD_GSM1423811<\/th>\n      <th>M_79_AD_GSM1423812<\/th>\n      <th>M_85_AD_GSM1423813<\/th>\n      <th>F_79_AD_GSM1423814<\/th>\n      <th>F_89_AD_GSM1423815<\/th>\n      <th>M_74_AD_GSM1423816<\/th>\n      <th>M_89_AD_GSM1423817<\/th>\n      <th>F_85_AD_GSM1423818<\/th>\n      <th>F_67_AD_GSM1423819<\/th>\n      <th>F_90_AD_GSM1423820<\/th>\n      <th>F_92_AD_GSM1423821<\/th>\n      <th>F_76_AD_GSM1423822<\/th>\n      <th>F_84_AD_GSM1423823<\/th>\n      <th>F_83_AD_GSM1423824<\/th>\n      <th>F_75_AD_GSM1423825<\/th>\n      <th>M_82_AD_GSM1423826<\/th>\n      <th>F_87_AD_GSM1423827<\/th>\n      <th>M_92_AD_GSM1423828<\/th>\n      <th>F_74_AD_GSM1423829<\/th>\n      <th>F_83_AD_GSM1423830<\/th>\n      <th>M_77_AD_GSM1423831<\/th>\n      <th>M_68_AD_GSM1423832<\/th>\n      <th>M_87_AD_GSM1423833<\/th>\n      <th>F_83_AD_GSM1423834<\/th>\n      <th>M_77_AD_GSM1423835<\/th>\n      <th>M_78_AD_GSM1423836<\/th>\n      <th>M_85_AD_GSM1423837<\/th>\n      <th>F_67_AD_GSM1423838<\/th>\n      <th>M_89_AD_GSM1423839<\/th>\n      <th>F_87_AD_GSM1423840<\/th>\n      <th>M_74_AD_GSM1423841<\/th>\n      <th>F_69_AD_GSM1423842<\/th>\n      <th>M_73_AD_GSM1423843<\/th>\n      <th>M_83_AD_GSM1423844<\/th>\n      <th>F_62_AD_GSM1423845<\/th>\n      <th>M_83_AD_GSM1423846<\/th>\n      <th>M_75_AD_GSM1423847<\/th>\n      <th>M_82_AD_GSM1423848<\/th>\n      <th>F_83_AD_GSM1423849<\/th>\n      <th>M_80_AD_GSM1423850<\/th>\n      <th>F_92_AD_GSM1423851<\/th>\n      <th>F_81_AD_GSM1423852<\/th>\n      <th>F_85_AD_GSM1423853<\/th>\n      <th>F_68_AD_GSM1423854<\/th>\n      <th>F_81_AD_GSM1423855<\/th>\n      <th>F_84_AD_GSM1423856<\/th>\n      <th>M_73_AD_GSM1423857<\/th>\n      <th>F_98_AD_GSM1423858<\/th>\n      <th>F_82_AD_GSM1423859<\/th>\n      <th>M_86_AD_GSM1423860<\/th>\n      <th>M_71_AD_GSM1423861<\/th>\n      <th>F_86_AD_GSM1423862<\/th>\n      <th>F_80_AD_GSM1423863<\/th>\n      <th>M_77_AD_GSM1423864<\/th>\n      <th>F_83_AD_GSM1423865<\/th>\n      <th>M_88_AD_GSM1423866<\/th>\n      <th>M_64_AD_GSM1423867<\/th>\n      <th>M_70_AD_GSM1423868<\/th>\n      <th>F_82_AD_GSM1423869<\/th>\n      <th>F_67_AD_GSM1423870<\/th>\n      <th>M_80_AD_GSM1423871<\/th>\n      <th>F_80_AD_GSM1423872<\/th>\n      <th>F_85_AD_GSM1423873<\/th>\n      <th>F_86_AD_GSM1423874<\/th>\n      <th>M_85_AD_GSM1423875<\/th>\n      <th>M_88_AD_GSM1423876<\/th>\n      <th>M_89_AD_GSM1423877<\/th>\n      <th>M_81_AD_GSM1423878<\/th>\n      <th>F_91_AD_GSM1423879<\/th>\n      <th>F_89_AD_GSM1423880<\/th>\n      <th>F_76_AD_GSM1423881<\/th>\n      <th>F_90_AD_GSM1423882<\/th>\n      <th>F_87_AD_GSM1423883<\/th>\n      <th>M_73_AD_GSM1423884<\/th>\n      <th>M_77_AD_GSM1423885<\/th>\n      <th>F_84_AD_GSM1423886<\/th>\n      <th>M_87_AD_GSM1423887<\/th>\n      <th>M_78_AD_GSM1423888<\/th>\n      <th>M_73_AD_GSM1423889<\/th>\n      <th>M_71_AD_GSM1423890<\/th>\n      <th>F_93_AD_GSM1423891<\/th>\n      <th>F_91_AD_GSM1423892<\/th>\n      <th>F_87_AD_GSM1423893<\/th>\n      <th>F_95_AD_GSM1423894<\/th>\n      <th>M_82_AD_GSM1423895<\/th>\n      <th>M_72_AD_GSM1423896<\/th>\n      <th>M_80_AD_GSM1423897<\/th>\n      <th>F_88_AD_GSM1423898<\/th>\n      <th>F_91_AD_GSM1423899<\/th>\n      <th>F_94_AD_GSM1423900<\/th>\n      <th>F_84_AD_GSM1423901<\/th>\n      <th>F_80_AD_GSM1423902<\/th>\n      <th>F_80_AD_GSM1423903<\/th>\n      <th>M_86_AD_GSM1423904<\/th>\n      <th>M_67_AD_GSM1423905<\/th>\n      <th>M_73_AD_GSM1423906<\/th>\n      <th>F_86_AD_GSM1423907<\/th>\n      <th>F_94_AD_GSM1423908<\/th>\n      <th>M_85_AD_GSM1423909<\/th>\n      <th>F_86_AD_GSM1423910<\/th>\n      <th>F_78_AD_GSM1423911<\/th>\n      <th>M_61_AD_GSM1423912<\/th>\n      <th>F_89_AD_GSM1423913<\/th>\n      <th>F_74_AD_GSM1423914<\/th>\n      <th>F_86_AD_GSM1423915<\/th>\n      <th>M_73_AD_GSM1423916<\/th>\n      <th>F_54_AD_GSM1423917<\/th>\n      <th>F_73_AD_GSM1423918<\/th>\n      <th>M_79_AD_GSM1423919<\/th>\n      <th>F_84_AD_GSM1423920<\/th>\n      <th>F_83_AD_GSM1423921<\/th>\n      <th>F_75_AD_GSM1423922<\/th>\n      <th>M_82_AD_GSM1423923<\/th>\n      <th>M_86_AD_GSM1423924<\/th>\n      <th>M_75_AD_GSM1423925<\/th>\n      <th>F_54_AD_GSM1423926<\/th>\n      <th>F_87_AD_GSM1423927<\/th>\n      <th>F_75_AD_GSM1423928<\/th>\n      <th>F_75_AD_GSM1423929<\/th>\n      <th>M_76_AD_GSM1423930<\/th>\n      <th>F_62_AD_GSM1423931<\/th>\n      <th>M_67_AD_GSM1423932<\/th>\n      <th>F_82_AD_GSM1423933<\/th>\n      <th>M_86_AD_GSM1423934<\/th>\n      <th>M_73_AD_GSM1423935<\/th>\n      <th>F_84_AD_GSM1423936<\/th>\n      <th>F_65_AD_GSM1423937<\/th>\n      <th>F_61_AD_GSM1423938<\/th>\n      <th>M_76_AD_GSM1423939<\/th>\n      <th>M_98_AD_GSM1423940<\/th>\n      <th>M_72_AD_GSM1423941<\/th>\n      <th>M_92_AD_GSM1423942<\/th>\n      <th>M_87_AD_GSM1423943<\/th>\n      <th>F_93_AD_GSM1423944<\/th>\n      <th>M_71_AD_GSM1423945<\/th>\n      <th>F_87_AD_GSM1423946<\/th>\n      <th>M_82_AD_GSM1423947<\/th>\n      <th>M_63_AD_GSM1423948<\/th>\n      <th>F_88_AD_GSM1423949<\/th>\n      <th>M_77_AD_GSM1423950<\/th>\n      <th>M_77_AD_GSM1423951<\/th>\n      <th>F_92_AD_GSM1423952<\/th>\n      <th>F_93_AD_GSM1423953<\/th>\n      <th>F_69_AD_GSM1423954<\/th>\n      <th>M_89_AD_GSM1423955<\/th>\n      <th>F_91_AD_GSM1423956<\/th>\n      <th>F_84_AD_GSM1423957<\/th>\n      <th>M_86_AD_GSM1423958<\/th>\n      <th>F_89_AD_GSM1423959<\/th>\n      <th>F_76_AD_GSM1423960<\/th>\n      <th>F_78_AD_GSM1423961<\/th>\n      <th>F_70_AD_GSM1423962<\/th>\n      <th>F_90_AD_GSM1423963<\/th>\n      <th>F_72_AD_GSM1423964<\/th>\n      <th>F_63_AD_GSM1423965<\/th>\n      <th>M_98_AD_GSM1423966<\/th>\n      <th>M_93_AD_GSM1423967<\/th>\n      <th>M_69_AD_GSM1423968<\/th>\n      <th>F_80_AD_GSM1423969<\/th>\n      <th>M_79_AD_GSM1423970<\/th>\n      <th>F_91_AD_GSM1423971<\/th>\n      <th>F_88_AD_GSM1423972<\/th>\n      <th>F_95_AD_GSM1423973<\/th>\n      <th>F_66_AD_GSM1423974<\/th>\n      <th>M_85_AD_GSM1423975<\/th>\n      <th>F_84_AD_GSM1423976<\/th>\n      <th>F_97_AD_GSM1423977<\/th>\n      <th>M_84_AD_GSM1423978<\/th>\n      <th>F_84_AD_GSM1423979<\/th>\n      <th>F_78_AD_GSM1423980<\/th>\n      <th>F_88_AD_GSM1423981<\/th>\n      <th>F_89_AD_GSM1423982<\/th>\n      <th>F_84_AD_GSM1423983<\/th>\n      <th>F_84_AD_GSM1423984<\/th>\n      <th>M_80_AD_GSM1423985<\/th>\n      <th>M_77_AD_GSM1423986<\/th>\n      <th>F_93_AD_GSM1423987<\/th>\n      <th>M_88_AD_GSM1423988<\/th>\n      <th>F_78_AD_GSM1423989<\/th>\n      <th>F_77_AD_GSM1423990<\/th>\n      <th>F_87_AD_GSM1423991<\/th>\n      <th>F_88_AD_GSM1423992<\/th>\n      <th>M_84_AD_GSM1423993<\/th>\n      <th>M_80_AD_GSM1423994<\/th>\n      <th>F_83_AD_GSM1423995<\/th>\n      <th>F_81_AD_GSM1423996<\/th>\n      <th>F_83_AD_GSM1423997<\/th>\n      <th>F_77_AD_GSM1423998<\/th>\n      <th>F_81_AD_GSM1423999<\/th>\n      <th>M_87_AD_GSM1424000<\/th>\n      <th>F_87_AD_GSM1424001<\/th>\n      <th>F_85_AD_GSM1424002<\/th>\n      <th>M_78_AD_GSM1424003<\/th>\n      <th>F_83_AD_GSM1424004<\/th>\n      <th>F_87_AD_GSM1424005<\/th>\n      <th>F_80_AD_GSM1424006<\/th>\n      <th>F_92_AD_GSM1424007<\/th>\n      <th>F_88_AD_GSM1424008<\/th>\n      <th>M_73_AD_GSM1424009<\/th>\n      <th>M_72_AD_GSM1424010<\/th>\n      <th>F_94_AD_GSM1424011<\/th>\n      <th>M_72_AD_GSM1424012<\/th>\n      <th>F_88_AD_GSM1424013<\/th>\n      <th>M_87_AD_GSM1424014<\/th>\n      <th>F_73_AD_GSM1424015<\/th>\n      <th>F_80_AD_GSM1424016<\/th>\n      <th>M_92_AD_GSM1424017<\/th>\n      <th>F_91_AD_GSM1424018<\/th>\n      <th>F_86_AD_GSM1424019<\/th>\n      <th>M_87_AD_GSM1424020<\/th>\n      <th>M_90_AD_GSM1424021<\/th>\n      <th>M_75_AD_GSM1424022<\/th>\n      <th>F_69_AD_GSM1424023<\/th>\n      <th>M_85_AD_GSM1424024<\/th>\n      <th>F_79_AD_GSM1424025<\/th>\n      <th>F_91_AD_GSM1424026<\/th>\n      <th>F_91_AD_GSM1424027<\/th>\n      <th>F_90_AD_GSM1424028<\/th>\n      <th>M_64_AD_GSM1424029<\/th>\n      <th>M_72_AD_GSM1424030<\/th>\n      <th>F_84_AD_GSM1424031<\/th>\n      <th>F_84_AD_GSM1424032<\/th>\n      <th>F_86_AD_GSM1424033<\/th>\n      <th>F_60_AD_GSM1424034<\/th>\n      <th>F_79_AD_GSM1424035<\/th>\n      <th>F_86_AD_GSM1424036<\/th>\n      <th>M_80_AD_GSM1424037<\/th>\n      <th>M_78_AD_GSM1424038<\/th>\n      <th>M_82_AD_GSM1424039<\/th>\n      <th>M_78_AD_GSM1424040<\/th>\n      <th>M_87_AD_GSM1424041<\/th>\n      <th>M_80_AD_GSM1424042<\/th>\n      <th>F_90_AD_GSM1424043<\/th>\n      <th>F_59_AD_GSM1424044<\/th>\n      <th>M_82_AD_GSM1424045<\/th>\n      <th>M_72_AD_GSM1424046<\/th>\n      <th>F_73_AD_GSM1424047<\/th>\n      <th>F_80_AD_GSM1424048<\/th>\n      <th>M_75_AD_GSM1424049<\/th>\n      <th>F_79_AD_GSM1424050<\/th>\n      <th>F_79_AD_GSM1424051<\/th>\n      <th>M_73_AD_GSM1424052<\/th>\n      <th>M_69_AD_GSM1424053<\/th>\n      <th>F_88_AD_GSM1424054<\/th>\n      <th>M_72_AD_GSM1424055<\/th>\n      <th>M_78_AD_GSM1424056<\/th>\n      <th>F_72_AD_GSM1424057<\/th>\n      <th>F_76_AD_GSM1424058<\/th>\n      <th>F_87_AD_GSM1424059<\/th>\n      <th>F_92_AD_GSM1424060<\/th>\n      <th>F_80_AD_GSM1424061<\/th>\n      <th>F_86_AD_GSM1424062<\/th>\n      <th>M_98_AD_GSM1424063<\/th>\n      <th>M_78_AD_GSM1424064<\/th>\n      <th>M_84_AD_GSM1424065<\/th>\n      <th>M_79_AD_GSM1424066<\/th>\n      <th>F_83_AD_GSM1424067<\/th>\n      <th>F_85_AD_GSM1424068<\/th>\n      <th>M_89_AD_GSM1424069<\/th>\n      <th>M_66_AD_GSM1424070<\/th>\n      <th>M_71_AD_GSM1424071<\/th>\n      <th>M_71_AD_GSM1424072<\/th>\n      <th>M_65_AD_GSM1424073<\/th>\n      <th>M_70_AD_GSM1424074<\/th>\n      <th>M_78_AD_GSM1424075<\/th>\n      <th>F_94_AD_GSM1424076<\/th>\n      <th>F_83_AD_GSM1424077<\/th>\n      <th>F_79_AD_GSM1424078<\/th>\n      <th>M_76_AD_GSM1424079<\/th>\n      <th>M_53_AD_GSM1424080<\/th>\n      <th>M_87_AD_GSM1424081<\/th>\n      <th>M_72_AD_GSM1424082<\/th>\n      <th>F_80_AD_GSM1424083<\/th>\n      <th>F_89_AD_GSM1424084<\/th>\n      <th>M_79_AD_GSM1424085<\/th>\n      <th>F_93_AD_GSM1424086<\/th>\n      <th>F_90_AD_GSM1424087<\/th>\n      <th>M_91_AD_GSM1424088<\/th>\n      <th>M_72_AD_GSM1424089<\/th>\n      <th>F_56_CON_GSM1424090<\/th>\n      <th>M_64_CON_GSM1424091<\/th>\n      <th>F_95_CON_GSM1424092<\/th>\n      <th>M_59_CON_GSM1424093<\/th>\n      <th>M_53_CON_GSM1424094<\/th>\n      <th>F_62_CON_GSM1424095<\/th>\n      <th>M_58_CON_GSM1424096<\/th>\n      <th>M_58_CON_GSM1424097<\/th>\n      <th>M_67_CON_GSM1424098<\/th>\n      <th>F_60_CON_GSM1424099<\/th>\n      <th>M_82_CON_GSM1424100<\/th>\n      <th>F_58_CON_GSM1424101<\/th>\n      <th>M_58_CON_GSM1424102<\/th>\n      <th>M_52_CON_GSM1424103<\/th>\n      <th>M_67_CON_GSM1424104<\/th>\n      <th>M_54_CON_GSM1424105<\/th>\n      <th>M_66_CON_GSM1424106<\/th>\n      <th>F_58_CON_GSM1424107<\/th>\n      <th>M_57_CON_GSM1424108<\/th>\n      <th>F_75_CON_GSM1424109<\/th>\n      <th>M_68_CON_GSM1424110<\/th>\n      <th>M_60_CON_GSM1424111<\/th>\n      <th>M_61_CON_GSM1424112<\/th>\n      <th>F_74_CON_GSM1424113<\/th>\n      <th>M_72_CON_GSM1424114<\/th>\n      <th>M_73_CON_GSM1424115<\/th>\n      <th>M_53_CON_GSM1424116<\/th>\n      <th>M_51_CON_GSM1424117<\/th>\n      <th>M_68_CON_GSM1424118<\/th>\n      <th>F_74_CON_GSM1424119<\/th>\n      <th>M_58_CON_GSM1424120<\/th>\n      <th>F_69_CON_GSM1424121<\/th>\n      <th>M_64_CON_GSM1424122<\/th>\n      <th>M_51_CON_GSM1424123<\/th>\n      <th>M_22_CON_GSM1424124<\/th>\n      <th>M_72_CON_GSM1424125<\/th>\n      <th>M_53_CON_GSM1424126<\/th>\n      <th>F_60_CON_GSM1424127<\/th>\n      <th>M_52_CON_GSM1424128<\/th>\n      <th>M_72_CON_GSM1424129<\/th>\n      <th>M_74_CON_GSM1424130<\/th>\n      <th>F_66_CON_GSM1424131<\/th>\n      <th>M_70_CON_GSM1424132<\/th>\n      <th>M_55_CON_GSM1424133<\/th>\n      <th>M_56_CON_GSM1424134<\/th>\n      <th>M_65_CON_GSM1424135<\/th>\n      <th>F_75_CON_GSM1424136<\/th>\n      <th>M_55_CON_GSM1424137<\/th>\n      <th>F_51_CON_GSM1424138<\/th>\n      <th>M_61_CON_GSM1424139<\/th>\n      <th>M_51_CON_GSM1424140<\/th>\n      <th>M_62_CON_GSM1424141<\/th>\n      <th>F_65_CON_GSM1424142<\/th>\n      <th>M_54_CON_GSM1424143<\/th>\n      <th>M_75_CON_GSM1424144<\/th>\n      <th>M_68_CON_GSM1424145<\/th>\n      <th>M_75_CON_GSM1424146<\/th>\n      <th>F_53_CON_GSM1424147<\/th>\n      <th>M_61_CON_GSM1424148<\/th>\n      <th>M_71_CON_GSM1424149<\/th>\n      <th>M_77_CON_GSM1424150<\/th>\n      <th>M_53_CON_GSM1424151<\/th>\n      <th>F_65_CON_GSM1424152<\/th>\n      <th>M_56_CON_GSM1424153<\/th>\n      <th>M_106_CON_GSM1424154<\/th>\n      <th>M_50_CON_GSM1424155<\/th>\n      <th>M_60_CON_GSM1424156<\/th>\n      <th>M_60_CON_GSM1424157<\/th>\n      <th>M_53_CON_GSM1424158<\/th>\n      <th>M_57_CON_GSM1424159<\/th>\n      <th>M_57_CON_GSM1424160<\/th>\n      <th>F_72_CON_GSM1424161<\/th>\n      <th>M_58_CON_GSM1424162<\/th>\n      <th>M_70_CON_GSM1424163<\/th>\n      <th>F_59_CON_GSM1424164<\/th>\n      <th>M_66_CON_GSM1424165<\/th>\n      <th>F_63_CON_GSM1424166<\/th>\n      <th>M_73_CON_GSM1424167<\/th>\n      <th>M_58_CON_GSM1424168<\/th>\n      <th>M_74_CON_GSM1424169<\/th>\n      <th>F_71_CON_GSM1424170<\/th>\n      <th>M_55_CON_GSM1424171<\/th>\n      <th>F_69_CON_GSM1424172<\/th>\n      <th>F_78_CON_GSM1424173<\/th>\n      <th>M_71_CON_GSM1424174<\/th>\n      <th>M_69_CON_GSM1424175<\/th>\n      <th>M_60_CON_GSM1424176<\/th>\n      <th>M_61_CON_GSM1424177<\/th>\n      <th>M_62_CON_GSM1424178<\/th>\n      <th>M_57_CON_GSM1424179<\/th>\n      <th>M_55_CON_GSM1424180<\/th>\n      <th>F_58_CON_GSM1424181<\/th>\n      <th>M_53_CON_GSM1424182<\/th>\n      <th>M_57_CON_GSM1424183<\/th>\n      <th>M_66_CON_GSM1424184<\/th>\n      <th>M_80_CON_GSM1424185<\/th>\n      <th>M_55_CON_GSM1424186<\/th>\n      <th>M_69_CON_GSM1424187<\/th>\n      <th>M_55_CON_GSM1424188<\/th>\n      <th>M_61_CON_GSM1424189<\/th>\n      <th>F_65_CON_GSM1424190<\/th>\n      <th>M_60_CON_GSM1424191<\/th>\n      <th>M_72_CON_GSM1424192<\/th>\n      <th>M_63_CON_GSM1424193<\/th>\n      <th>M_76_CON_GSM1424194<\/th>\n      <th>M_68_CON_GSM1424195<\/th>\n      <th>F_69_CON_GSM1424196<\/th>\n      <th>M_63_CON_GSM1424197<\/th>\n      <th>M_74_CON_GSM1424198<\/th>\n      <th>M_56_CON_GSM1424199<\/th>\n      <th>M_65_CON_GSM1424200<\/th>\n      <th>F_78_CON_GSM1424201<\/th>\n      <th>M_74_CON_GSM1424202<\/th>\n      <th>M_61_CON_GSM1424203<\/th>\n      <th>M_62_CON_GSM1424204<\/th>\n      <th>M_63_CON_GSM1424205<\/th>\n      <th>M_77_CON_GSM1424206<\/th>\n      <th>M_55_CON_GSM1424207<\/th>\n      <th>M_65_CON_GSM1424208<\/th>\n      <th>M_64_CON_GSM1424209<\/th>\n      <th>M_66_CON_GSM1424210<\/th>\n      <th>M_86_CON_GSM1424211<\/th>\n      <th>M_51_CON_GSM1424212<\/th>\n      <th>M_82_CON_GSM1424213<\/th>\n      <th>F_71_CON_GSM1424214<\/th>\n      <th>M_73_CON_GSM1424215<\/th>\n      <th>F_68_CON_GSM1424216<\/th>\n      <th>M_75_CON_GSM1424217<\/th>\n      <th>F_73_CON_GSM1424218<\/th>\n      <th>M_79_CON_GSM1424219<\/th>\n      <th>M_68_CON_GSM1424220<\/th>\n      <th>F_55_CON_GSM1424221<\/th>\n      <th>M_76_CON_GSM1424222<\/th>\n      <th>M_59_CON_GSM1424223<\/th>\n      <th>M_50_CON_GSM1424224<\/th>\n      <th>M_66_CON_GSM1424225<\/th>\n      <th>M_60_CON_GSM1424226<\/th>\n      <th>M_60_CON_GSM1424227<\/th>\n      <th>M_53_CON_GSM1424228<\/th>\n      <th>M_53_CON_GSM1424229<\/th>\n      <th>M_56_CON_GSM1424230<\/th>\n      <th>M_80_CON_GSM1424231<\/th>\n      <th>M_66_CON_GSM1424232<\/th>\n      <th>M_54_CON_GSM1424233<\/th>\n      <th>M_50_CON_GSM1424234<\/th>\n      <th>M_64_CON_GSM1424235<\/th>\n      <th>F_59_CON_GSM1424236<\/th>\n      <th>M_50_CON_GSM1424237<\/th>\n      <th>M_72_CON_GSM1424238<\/th>\n      <th>M_59_CON_GSM1424239<\/th>\n      <th>M_55_CON_GSM1424240<\/th>\n      <th>M_65_CON_GSM1424241<\/th>\n      <th>M_52_CON_GSM1424242<\/th>\n      <th>M_61_CON_GSM1424243<\/th>\n      <th>F_60_CON_GSM1424244<\/th>\n      <th>F_55_CON_GSM1424245<\/th>\n      <th>M_62_CON_GSM1424246<\/th>\n      <th>F_60_HD_GSM1424247<\/th>\n      <th>F_31_HD_GSM1424248<\/th>\n      <th>M_63_HD_GSM1424249<\/th>\n      <th>F_81_HD_GSM1424250<\/th>\n      <th>M_35_HD_GSM1424251<\/th>\n      <th>F_78_HD_GSM1424252<\/th>\n      <th>F_40_HD_GSM1424253<\/th>\n      <th>M_75_HD_GSM1424254<\/th>\n      <th>F_59_HD_GSM1424255<\/th>\n      <th>F_48_HD_GSM1424256<\/th>\n      <th>M_63_HD_GSM1424257<\/th>\n      <th>F_47_HD_GSM1424258<\/th>\n      <th>F_21_HD_GSM1424259<\/th>\n      <th>M_73_HD_GSM1424260<\/th>\n      <th>M_55_HD_GSM1424261<\/th>\n      <th>F_35_HD_GSM1424262<\/th>\n      <th>F_32_HD_GSM1424263<\/th>\n      <th>M_73_HD_GSM1424264<\/th>\n      <th>F_60_HD_GSM1424265<\/th>\n      <th>M_70_HD_GSM1424266<\/th>\n      <th>M_74_HD_GSM1424267<\/th>\n      <th>F_68_HD_GSM1424268<\/th>\n      <th>F_74_HD_GSM1424269<\/th>\n      <th>F_42_HD_GSM1424270<\/th>\n      <th>M_68_HD_GSM1424271<\/th>\n      <th>M_48_HD_GSM1424272<\/th>\n      <th>F_49_HD_GSM1424273<\/th>\n      <th>M_49_HD_GSM1424274<\/th>\n      <th>F_48_HD_GSM1424275<\/th>\n      <th>M_52_HD_GSM1424276<\/th>\n      <th>F_59_HD_GSM1424277<\/th>\n      <th>M_62_HD_GSM1424278<\/th>\n      <th>M_59_HD_GSM1424279<\/th>\n      <th>F_24_HD_GSM1424280<\/th>\n      <th>M_45_HD_GSM1424281<\/th>\n      <th>M_53_HD_GSM1424282<\/th>\n      <th>M_74_HD_GSM1424283<\/th>\n      <th>M_58_HD_GSM1424284<\/th>\n      <th>M_60_HD_GSM1424285<\/th>\n      <th>M_52_HD_GSM1424286<\/th>\n      <th>M_74_HD_GSM1424287<\/th>\n      <th>F_46_HD_GSM1424288<\/th>\n      <th>F_42_HD_GSM1424289<\/th>\n      <th>F_56_HD_GSM1424290<\/th>\n      <th>F_42_HD_GSM1424291<\/th>\n      <th>M_49_HD_GSM1424292<\/th>\n      <th>F_47_HD_GSM1424293<\/th>\n      <th>M_62_HD_GSM1424294<\/th>\n      <th>F_83_HD_GSM1424295<\/th>\n      <th>F_56_HD_GSM1424296<\/th>\n      <th>M_64_HD_GSM1424297<\/th>\n      <th>F_59_HD_GSM1424298<\/th>\n      <th>F_39_HD_GSM1424299<\/th>\n      <th>F_37_HD_GSM1424300<\/th>\n      <th>M_51_HD_GSM1424301<\/th>\n      <th>F_44_HD_GSM1424302<\/th>\n      <th>M_53_HD_GSM1424303<\/th>\n      <th>F_51_HD_GSM1424304<\/th>\n      <th>F_69_HD_GSM1424305<\/th>\n      <th>M_21_HD_GSM1424306<\/th>\n      <th>F_67_HD_GSM1424307<\/th>\n      <th>F_37_HD_GSM1424308<\/th>\n      <th>M_48_HD_GSM1424309<\/th>\n      <th>M_63_HD_GSM1424310<\/th>\n      <th>M_67_HD_GSM1424311<\/th>\n      <th>F_72_HD_GSM1424312<\/th>\n      <th>F_65_HD_GSM1424313<\/th>\n      <th>F_72_HD_GSM1424314<\/th>\n      <th>M_39_HD_GSM1424315<\/th>\n      <th>M_64_HD_GSM1424316<\/th>\n      <th>M_64_HD_GSM1424317<\/th>\n      <th>M_61_HD_GSM1424318<\/th>\n      <th>F_31_HD_GSM1424319<\/th>\n      <th>F_47_HD_GSM1424320<\/th>\n      <th>F_53_HD_GSM1424321<\/th>\n      <th>M_42_HD_GSM1424322<\/th>\n      <th>F_42_HD_GSM1424323<\/th>\n      <th>M_51_HD_GSM1424324<\/th>\n      <th>M_77_HD_GSM1424325<\/th>\n      <th>F_83_HD_GSM1424326<\/th>\n      <th>F_82_HD_GSM1424327<\/th>\n      <th>M_49_HD_GSM1424328<\/th>\n      <th>F_73_HD_GSM1424329<\/th>\n      <th>F_75_HD_GSM1424330<\/th>\n      <th>M_82_HD_GSM1424331<\/th>\n      <th>F_85_HD_GSM1424332<\/th>\n      <th>M_60_HD_GSM1424333<\/th>\n      <th>F_57_HD_GSM1424334<\/th>\n      <th>F_53_HD_GSM1424335<\/th>\n      <th>F_68_HD_GSM1424336<\/th>\n      <th>M_42_HD_GSM1424337<\/th>\n      <th>M_80_HD_GSM1424338<\/th>\n      <th>M_84_HD_GSM1424339<\/th>\n      <th>F_53_HD_GSM1424340<\/th>\n      <th>M_73_HD_GSM1424341<\/th>\n      <th>M_81_HD_GSM1424342<\/th>\n      <th>M_39_HD_GSM1424343<\/th>\n      <th>F_41_HD_GSM1424344<\/th>\n      <th>M_54_HD_GSM1424345<\/th>\n      <th>M_49_HD_GSM1424346<\/th>\n      <th>M_45_HD_GSM1424347<\/th>\n      <th>M_62_HD_GSM1424348<\/th>\n      <th>M_50_HD_GSM1424349<\/th>\n      <th>M_53_HD_GSM1424350<\/th>\n      <th>F_35_HD_GSM1424351<\/th>\n      <th>M_44_HD_GSM1424352<\/th>\n      <th>F_47_HD_GSM1424353<\/th>\n      <th>M_51_HD_GSM1424354<\/th>\n      <th>M_66_HD_GSM1424355<\/th>\n      <th>M_64_HD_GSM1424356<\/th>\n      <th>M_75_HD_GSM1424357<\/th>\n      <th>F_60_HD_GSM1424358<\/th>\n      <th>F_77_HD_GSM1424359<\/th>\n      <th>M_54_HD_GSM1424360<\/th>\n      <th>M_55_HD_GSM1424361<\/th>\n      <th>F_51_HD_GSM1424362<\/th>\n      <th>M_50_HD_GSM1424363<\/th>\n      <th>M_56_HD_GSM1424364<\/th>\n      <th>F_57_HD_GSM1424365<\/th>\n      <th>M_70_HD_GSM1424366<\/th>\n      <th>M_67_HD_GSM1424367<\/th>\n      <th>M_53_HD_GSM1424368<\/th>\n      <th>M_66_HD_GSM1424369<\/th>\n      <th>M_39_HD_GSM1424370<\/th>\n      <th>M_59_HD_GSM1424371<\/th>\n      <th>F_45_HD_GSM1424372<\/th>\n      <th>M_39_HD_GSM1424373<\/th>\n      <th>F_18_HD_GSM1424374<\/th>\n      <th>F_58_HD_GSM1424375<\/th>\n      <th>F_56_HD_GSM1424376<\/th>\n      <th>M_57_HD_GSM1424377<\/th>\n      <th>M_74_HD_GSM1424378<\/th>\n      <th>M_65_HD_GSM1424379<\/th>\n      <th>F_66_HD_GSM1424380<\/th>\n      <th>M_50_HD_GSM1424381<\/th>\n      <th>F_46_HD_GSM1424382<\/th>\n      <th>F_52_HD_GSM1424383<\/th>\n      <th>M_72_HD_GSM1424384<\/th>\n      <th>F_37_HD_GSM1424385<\/th>\n      <th>F_37_HD_GSM1424386<\/th>\n      <th>M_48_HD_GSM1424387<\/th>\n      <th>M_72_HD_GSM1424388<\/th>\n      <th>M_26_HD_GSM1424389<\/th>\n      <th>M_57_HD_GSM1424390<\/th>\n      <th>F_45_HD_GSM1424391<\/th>\n      <th>M_75_HD_GSM1424392<\/th>\n      <th>F_80_HD_GSM1424393<\/th>\n      <th>F_49_HD_GSM1424394<\/th>\n      <th>F_48_HD_GSM1424395<\/th>\n      <th>M_54_HD_GSM1424396<\/th>\n      <th>F_37_HD_GSM1424397<\/th>\n      <th>F_69_HD_GSM1424398<\/th>\n      <th>M_64_HD_GSM1424399<\/th>\n      <th>F_57_HD_GSM1424400<\/th>\n      <th>M_28_HD_GSM1424401<\/th>\n      <th>M_38_HD_GSM1424402<\/th>\n      <th>F_57_HD_GSM1424403<\/th>\n      <th>F_85_PD_GSM1294118<\/th>\n      <th>M_64_PD_GSM1294119<\/th>\n      <th>M_66_PD_GSM1294120<\/th>\n      <th>F_80_PD_GSM1294121<\/th>\n      <th>F_84_PD_GSM1294122<\/th>\n      <th>M_68_PD_GSM1294123<\/th>\n      <th>M_82_PD_GSM1294124<\/th>\n      <th>M_90_PD_GSM1294125<\/th>\n      <th>M_64_CON_GSM1294126<\/th>\n      <th>M_70_CON_GSM1294127<\/th>\n      <th>M_85_CON_GSM1294128<\/th>\n      <th>M_58_CON_GSM1294129<\/th>\n      <th>F_70_CON_GSM1294130<\/th>\n    <\/tr>\n  <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,59,60,61,62,63,64,65,66,67,68,69,70,71,72,73,74,75,76,77,78,79,80,81,82,83,84,85,86,87,88,89,90,91,92,93,94,95,96,97,98,99,100,101,102,103,104,105,106,107,108,109,110,111,112,113,114,115,116,117,118,119,120,121,122,123,124,125,126,127,128,129,130,131,132,133,134,135,136,137,138,139,140,141,142,143,144,145,146,147,148,149,150,151,152,153,154,155,156,157,158,159,160,161,162,163,164,165,166,167,168,169,170,171,172,173,174,175,176,177,178,179,180,181,182,183,184,185,186,187,188,189,190,191,192,193,194,195,196,197,198,199,200,201,202,203,204,205,206,207,208,209,210,211,212,213,214,215,216,217,218,219,220,221,222,223,224,225,226,227,228,229,230,231,232,233,234,235,236,237,238,239,240,241,242,243,244,245,246,247,248,249,250,251,252,253,254,255,256,257,258,259,260,261,262,263,264,265,266,267,268,269,270,271,272,273,274,275,276,277,278,279,280,281,282,283,284,285,286,287,288,289,290,291,292,293,294,295,296,297,298,299,300,301,302,303,304,305,306,307,308,309,310,311,312,313,314,315,316,317,318,319,320,321,322,323,324,325,326,327,328,329,330,331,332,333,334,335,336,337,338,339,340,341,342,343,344,345,346,347,348,349,350,351,352,353,354,355,356,357,358,359,360,361,362,363,364,365,366,367,368,369,370,371,372,373,374,375,376,377,378,379,380,381,382,383,384,385,386,387,388,389,390,391,392,393,394,395,396,397,398,399,400,401,402,403,404,405,406,407,408,409,410,411,412,413,414,415,416,417,418,419,420,421,422,423,424,425,426,427,428,429,430,431,432,433,434,435,436,437,438,439,440,441,442,443,444,445,446,447,448,449,450,451,452,453,454,455,456,457,458,459,460,461,462,463,464,465,466,467,468,469,470,471,472,473,474,475,476,477,478,479,480,481,482,483,484,485,486,487,488,489,490,491,492,493,494,495,496,497,498,499,500,501,502,503,504,505,506,507,508,509,510,511,512,513,514,515,516,517,518,519,520,521,522,523,524,525,526,527,528,529,530,531,532,533,534,535,536,537,538,539,540,541,542,543,544,545,546,547,548,549,550,551,552,553,554,555,556,557,558,559,560,561,562,563,564,565,566,567,568,569,570,571,572,573,574,575,576,577,578,579,580,581,582,583,584,585,586,587,588,589,590,591,592,593,594,595,596,597,598,599,600,601,602,603,604,605,606,607,608,609,610,611,612,613,614,615,616,617,618,619,620,621,622,623,624,625,626,627,628,629,630,631,632,633,634,635,636,637]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false}},"evals":[],"jsHooks":[]}</script>
<pre class="r"><code>#storing variable
Disease=metadataA1g_coded$Disease
head(Disease)</code></pre>
<pre><code>## [1] 2 2 2 2 2 2</code></pre>
<pre class="r"><code>#corelation test with variable on expression and modules
var = Disease
datDisease = t(apply(datExprA1g2,1,cor.test.l))

var = Disease
datDiseaseM = t(apply(t(ME_1A),1,cor.test.l))

#Find the Disease-related expression in dataA1
colnames(datDisease)=c(&quot;CorrDisease&quot;,&quot;PvalDisease&quot;)
dim(datDisease[datDisease[,2]&lt;0.01,])</code></pre>
<pre><code>## [1] 5371    2</code></pre>
<pre class="r"><code>DT::datatable(datDisease[datDisease[,2]&lt;0.01,])</code></pre>
<div id="htmlwidget-70e45d202c7247d951ef" style="width:100%;height:auto;" class="datatables html-widget"></div>
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class=\"display\">\n  <thead>\n    <tr>\n      <th> <\/th>\n      <th>CorrDisease<\/th>\n      <th>PvalDisease<\/th>\n    <\/tr>\n  <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false}},"evals":[],"jsHooks":[]}</script>
<pre class="r"><code>write.csv(datDisease[datDisease[,2]&lt;0.01,],&quot;A1_datDisease_sig_trait_table_form.csv&quot;)

#Find the Disease-related modules in dataA1
#this is visually represented in the trait plot 'A1_relating modules to trait.pdf'
colnames(datDiseaseM)=c(&quot;CorrDisease&quot;,&quot;PvalDisease&quot;)
datDiseaseM[datDiseaseM[,2]&lt;0.01,]</code></pre>
<pre><code>##               CorrDisease  PvalDisease
## MEblack         0.4664789 9.824936e-36
## MEblue          0.5974156 7.082035e-63
## MEbrown         0.6132227 4.714745e-67
## MEgreen         0.6426585 1.704939e-75
## MEgreenyellow   0.4212163 8.735699e-29
## MEgrey         -0.1253833 1.520006e-03
## MEmagenta      -0.1816321 3.957319e-06
## MEpurple        0.2630096 1.539628e-11
## MEred          -0.4312065 3.135651e-30
## MEturquoise    -0.6514956 3.256556e-78
## MEyellow        0.3729102 1.897703e-22</code></pre>
<pre class="r"><code>write.csv(datDiseaseM[datDiseaseM[,2]&lt;0.01,],&quot;A1_datDiseaseM_sig_trait_table_form.csv&quot;)</code></pre>
<pre class="r"><code>#Export the correlation with Disease and p-value 
datDisease_black_Microglia_hubgenes=datDisease[black_Microglia_hubgenes,]
DT::datatable(datDisease_black_Microglia_hubgenes)</code></pre>
<div id="htmlwidget-e88eacb9f3cd1e6bbc2b" style="width:100%;height:auto;" class="datatables html-widget"></div>
<script type="application/json" data-for="htmlwidget-e88eacb9f3cd1e6bbc2b">{"x":{"filter":"none","data":[["TBXAS1","PTPRC","TYROBP","ITGB2","MYO1F","CYBA","LST1","SLC7A7","RNASET2","FCER1G"],[0.398807645383002,0.327158286848712,0.396554332355852,0.39524243482958,0.379768188295717,0.434573110373733,0.285781842589991,0.370507582035557,0.403232261114614,0.455893297615063],[1.02569857199939e-25,2.34651711290131e-17,2.02760137397346e-25,3.00779998265144e-25,2.76223384716387e-23,9.96361585713217e-31,1.9449715029395e-13,3.68759987571419e-22,2.64980445507273e-26,5.15564713036824e-34]],"container":"<table class=\"display\">\n  <thead>\n    <tr>\n      <th> <\/th>\n      <th>CorrDisease<\/th>\n      <th>PvalDisease<\/th>\n    <\/tr>\n  <\/thead>\n<\/table>","options":{"columnDefs":[{"className":"dt-right","targets":[1,2]},{"orderable":false,"targets":0}],"order":[],"autoWidth":false,"orderClasses":false}},"evals":[],"jsHooks":[]}</script>
<pre class="r"><code>write.csv(datDisease_black_Microglia_hubgenes,&quot;A1_datDisease_black_Microglia_hubgenes.csv&quot;)</code></pre>
<pre class="r"><code>#Boxplot of genes
#If get error in kniting the Rmd then uncomment line below
#par(mar=c(1,1,1,1))
pdf(file=&quot;A1_Disease_black-Microglia_Boxplot.pdf&quot;, width=10, height=10)
par(mfrow=c(2,2))
for (i in black_Microglia_hubgenes[1:length(black_Microglia_hubgenes)]) {
  verboseBoxplot(as.numeric(datExprA1g2[i,]), Disease, main=i, las=2, pt.col = &quot;black&quot;, pt.bg = &quot;grey&quot;, notch=FALSE, xlab=&quot;Disease ND=2, and CON=1&quot;, ylab=&quot;&quot;)
}
dev.off()</code></pre>
<pre><code>## quartz_off_screen 
##                 2</code></pre>
<pre class="r"><code>#Boxplot of module
verboseBoxplot(as.numeric(ME_1A[,&quot;MEblack&quot;]), Disease, main=&quot;black ME expr. -&quot;, las=2, pt.col = &quot;black&quot;, pt.bg = &quot;grey&quot;, notch=FALSE, xlab=&quot;Disease ND=2, and CON=1&quot;, ylab=&quot;&quot;)</code></pre>
<p><img 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" width="672" /></p>
<pre class="r"><code>dev.print(pdf,&quot;A1_Disease_black_Boxplot.pdf&quot;, width=5, height=5)</code></pre>
<pre><code>## quartz_off_screen 
##                 2</code></pre>
<div id="step32-export-network-file-for-visant-and-cytoscape" class="section level3">
<h3>Step32: Export network file for VisaNT and Cytoscape</h3>
</div>
</div>
<div id="ref1-httpsscholarscompass.vcu.educgiviewcontent.cgiarticle5500contextetd" class="section level1">
<h1>Ref1: <a href="https://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=5500&amp;context=etd" class="uri">https://scholarscompass.vcu.edu/cgi/viewcontent.cgi?article=5500&amp;context=etd</a></h1>
</div>
<div id="ref2-httpswww.stat.wisc.eduyandellstatgenuclawgcnawgcna.html" class="section level1">
<h1>Ref2: <a href="https://www.stat.wisc.edu/~yandell/statgen/ucla/WGCNA/wgcna.html" class="uri">https://www.stat.wisc.edu/~yandell/statgen/ucla/WGCNA/wgcna.html</a></h1>
<pre class="r"><code>#Export using already generated TOM and power
TOM = TOM

#Select module
sel_module= &quot;black&quot;

#We have many diffent modules this function only keeps those modules that match with our selected module name  
inModule = is.finite(colorsA1==sel_module)
#Select only those genes that are in the selected module. In keeping with microarrya nomenclature modProbes is the default name of the genes in modules    for the WGCNA package. 
probes = rownames(datExprA1g2)
modProbes = probes[inModule]
#modProbes = substring(modProbes,1,25)
length(modProbes)</code></pre>
<pre><code>## [1] 7301</code></pre>
<pre class="r"><code>#this number should match with the number of genes in the selected module name
  
#Select the corresponding Topological Overlap for the selected module i.e. only those genes are selected that belong to the selected module
modTOM = TOM[inModule, inModule];
dimnames(modTOM) = list(modProbes, modProbes)

#Export the network into files for VisANT for the selected module. 
vis = exportNetworkToVisANT(modTOM,file = paste(&quot;VisANTInput-&quot;, sel_module, &quot;-blackUnsortedAllModGenes.txt&quot;, sep=&quot;&quot;),weighted = TRUE, threshold = 0)
vis[1:3,]</code></pre>
<pre><code>##     from   to direction method       weight
## 1 HSPA1A HBA1         0  M0039 0.0002179348
## 2 HSPA1A HBA2         0  M0039 0.0002342901
## 3 HSPA1A HBG1         0  M0039 0.0003748363</code></pre>
<pre class="r"><code>#Connectivity or weights is a.k.a. kIM or kWithin 'kME hub genes' connection with other nodes or genes within module
vis_kMEhubs1=vis[which(vis$from==black_Microglia_hubgenes),]

vis_kMEhubs2=vis_kMEhubs1
#optional select connections from hub genes, start at 0.01 if this gives too many connections to increase by 0.01 by uncomenting line below
#vis_kMEhubs2=vis_kMEhubs1[which(vis_kMEhubs1$weight&gt;0.01),] #

vis_kMEhubs3=vis_kMEhubs2[order(-vis_kMEhubs2$weight),] #order by stronger to weaker connectivity

#export output
write.table(vis_kMEhubs3, paste0(&quot;VisANTInput-&quot;, sel_module, &quot;--blackHubGenesOrdered.txt&quot;, sep=&quot;&quot;),row.names=F, col.names=F, quote=F)</code></pre>
</div>
<div id="cytoscape-export" class="section level1">
<h1>Cytoscape Export</h1>
<pre class="r"><code>#Export using already generated TOM and power
TOM = TOM

#Select module
sel_module= &quot;black&quot;
  
#We have many diffent moduledynalicLabels this function only keeps those moduledynamicLabels that match with our selected module name  
inModule = is.finite(colorsA1==sel_module)
#Select only those genes that are in the selected module
genes=rownames(datExprA1g2)
modGenes=genes[inModule]
length(modGenes)</code></pre>
<pre><code>## [1] 7301</code></pre>
<pre class="r"><code>#this number should match with the number of genes in the selected module name
  
#Select the corresponding Topological Overlap for the selected module i.e. only those genes are selected that belong to the selected module
modTOM = TOM[inModule, inModule]
dimnames(modTOM) = list(modGenes, modGenes)
  
  
#Export the network into edge and node list files for Cytoscape for the selected module and use as input for cytoscape
#threshold start at 0.02 if this gives too many connections increase by 0.01 
cyt = exportNetworkToCytoscape(modTOM,
                               edgeFile=paste(&quot;CytoEdge&quot;,paste(sel_module,collapse=&quot;-&quot;),&quot;black.txt&quot;,sep=&quot;&quot;),
                               nodeFile=paste(&quot;CytoNode&quot;,paste(sel_module,collapse=&quot;-&quot;),&quot;black.txt&quot;,sep=&quot;&quot;),
                               weighted = TRUE, threshold = 0.02,nodeNames=modGenes,
                               altNodeNames = modGenes, nodeAttr = colorsA1[sel_module])</code></pre>
<div id="step33-summary-of-kme-kwithin-and-number-of-connections-for-black-module-hub-genes" class="section level3">
<h3>Step33: Summary of kME kWithin and number of connections for black module hub genes</h3>
<pre class="r"><code>vis_kMEhubs4=as.data.frame(table(vis_kMEhubs3$from))
colnames(vis_kMEhubs4)=c(&quot;Gene&quot;,&quot;NumberOfConnections&quot;)
rownames(vis_kMEhubs4)=vis_kMEhubs4$Gene</code></pre>
<pre class="r"><code>#Create a summary file of kME, kWithin and intramodules connections
merge1=merge(vis_kMEhubs4,IntraModularConnectivity1L, by=&quot;row.names&quot;)
merge2=merge(merge1, kMEtable1, by=&quot;Gene&quot;)
#drop extra row.names column
merge3=merge2[,-c(2)]
write.csv(merge3, &quot;kWithinConnectionskME_blackHubs.csv&quot;)</code></pre>
<pre class="r"><code>sessionInfo()</code></pre>
<pre><code>## R version 3.5.0 (2018-04-23)
## Platform: x86_64-apple-darwin15.6.0 (64-bit)
## Running under: macOS High Sierra 10.13.6
## 
## Matrix products: default
## BLAS: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib
## LAPACK: /Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib
## 
## locale:
## [1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8
## 
## attached base packages:
## [1] parallel  stats     graphics  grDevices utils     datasets  methods  
## [8] base     
## 
## other attached packages:
##  [1] biomaRt_2.36.1        Rcpp_1.0.0            enrichR_1.0          
##  [4] stringr_1.3.1         stringi_1.2.4         WGCNA_1.66           
##  [7] fastcluster_1.1.25    flashClust_1.01-2     qvalue_2.12.0        
## [10] dynamicTreeCut_1.63-1 impute_1.54.0         corrplot_0.84        
## [13] viridis_0.5.1         viridisLite_0.3.0     Hmisc_4.1-1          
## [16] Formula_1.2-3         lattice_0.20-38       RColorBrewer_1.1-2   
## [19] gplots_3.0.1          ggmap_2.6.1           ggplot2_3.1.0        
## [22] tidyr_0.8.2           dplyr_0.7.7           bindrcpp_0.2.2       
## [25] pamr_1.55             survival_2.43-1       cluster_2.0.7-1      
## [28] sva_3.28.0            BiocParallel_1.14.2   genefilter_1.62.0    
## [31] mgcv_1.8-25           nlme_3.1-137          limma_3.36.5         
## [34] DT_0.5                R.utils_2.7.0         R.oo_1.22.0          
## [37] R.methodsS3_1.7.1     lumi_2.32.0           GEOquery_2.48.0      
## [40] Biobase_2.40.0        BiocGenerics_0.26.0  
## 
## loaded via a namespace (and not attached):
##   [1] utf8_1.1.4                  proto_1.0.0                
##   [3] robust_0.4-18               tidyselect_0.2.5           
##   [5] RSQLite_2.1.1               AnnotationDbi_1.42.1       
##   [7] htmlwidgets_1.3             grid_3.5.0                 
##   [9] munsell_0.5.0               codetools_0.2-15           
##  [11] preprocessCore_1.42.0       nleqslv_3.3.2              
##  [13] withr_2.1.2                 colorspace_1.3-2           
##  [15] BiocInstaller_1.30.0        knitr_1.20                 
##  [17] rstudioapi_0.8              stats4_3.5.0               
##  [19] robustbase_0.93-3           labeling_0.3               
##  [21] RgoogleMaps_1.4.3           GenomeInfoDbData_1.1.0     
##  [23] bit64_0.9-7                 rhdf5_2.24.0               
##  [25] rprojroot_1.3-2             doParallel_1.0.14          
##  [27] R6_2.3.0                    GenomeInfoDb_1.16.0        
##  [29] illuminaio_0.22.0           locfit_1.5-9.1             
##  [31] bitops_1.0-6                reshape_0.8.8              
##  [33] DelayedArray_0.6.6          assertthat_0.2.0           
##  [35] promises_1.0.1              scales_1.0.0               
##  [37] nnet_7.3-12                 gtable_0.2.0               
##  [39] affy_1.58.0                 methylumi_2.26.0           
##  [41] rlang_0.3.0.1               splines_3.5.0              
##  [43] rtracklayer_1.40.6          lazyeval_0.2.1             
##  [45] acepack_1.4.1               checkmate_1.8.5            
##  [47] yaml_2.2.0                  reshape2_1.4.3             
##  [49] GenomicFeatures_1.32.3      crosstalk_1.0.0            
##  [51] backports_1.1.2             httpuv_1.4.5               
##  [53] tools_3.5.0                 nor1mix_1.2-3              
##  [55] affyio_1.50.0               siggenes_1.54.0            
##  [57] plyr_1.8.4                  base64enc_0.1-3            
##  [59] progress_1.2.0              zlibbioc_1.26.0            
##  [61] purrr_0.2.5                 RCurl_1.95-4.11            
##  [63] prettyunits_1.0.2           rpart_4.1-13               
##  [65] openssl_1.0.2               bumphunter_1.22.0          
##  [67] S4Vectors_0.18.3            SummarizedExperiment_1.10.1
##  [69] magrittr_1.5                data.table_1.11.8          
##  [71] mvtnorm_1.0-8               matrixStats_0.54.0         
##  [73] hms_0.4.2                   mime_0.6                   
##  [75] evaluate_0.12               xtable_1.8-3               
##  [77] XML_3.98-1.16               jpeg_0.1-8                 
##  [79] mclust_5.4.1                IRanges_2.14.12            
##  [81] gridExtra_2.3               compiler_3.5.0             
##  [83] minfi_1.26.2                tibble_1.4.2               
##  [85] maps_3.3.0                  KernSmooth_2.23-15         
##  [87] crayon_1.3.4                htmltools_0.3.6            
##  [89] pcaPP_1.9-73                later_0.7.5                
##  [91] rrcov_1.4-4                 DBI_1.0.0                  
##  [93] MASS_7.3-51.1               Matrix_1.2-15              
##  [95] readr_1.1.1                 cli_1.0.1                  
##  [97] quadprog_1.5-5              gdata_2.18.0               
##  [99] bindr_0.1.1                 fit.models_0.5-14          
## [101] GenomicRanges_1.32.7        pkgconfig_2.0.2            
## [103] GenomicAlignments_1.16.0    geosphere_1.5-7            
## [105] registry_0.5                foreign_0.8-71             
## [107] sp_1.3-1                    xml2_1.2.0                 
## [109] foreach_1.4.4               annotate_1.58.0            
## [111] rngtools_1.3.1              pkgmaker_0.27              
## [113] multtest_2.36.0             beanplot_1.2               
## [115] XVector_0.20.0              bibtex_0.4.2               
## [117] doRNG_1.7.1                 digest_0.6.18              
## [119] Biostrings_2.48.0           rmarkdown_1.10             
## [121] base64_2.0                  htmlTable_1.12             
## [123] DelayedMatrixStats_1.2.0    curl_3.2                   
## [125] shiny_1.2.0                 Rsamtools_1.32.3           
## [127] gtools_3.8.1                rjson_0.2.20               
## [129] jsonlite_1.5                Rhdf5lib_1.2.1             
## [131] mapproj_1.2.6               fansi_0.4.0                
## [133] pillar_1.3.0                DEoptimR_1.0-8             
## [135] GO.db_3.6.0                 httr_1.3.1                 
## [137] glue_1.3.0                  png_0.1-7                  
## [139] iterators_1.0.10            bit_1.1-14                 
## [141] HDF5Array_1.8.1             blob_1.1.1                 
## [143] latticeExtra_0.6-28         caTools_1.17.1.1           
## [145] memoise_1.1.0</code></pre>
<pre class="r"><code>toLatex(sessionInfo())</code></pre>
<pre><code>## \begin{itemize}\raggedright
##   \item R version 3.5.0 (2018-04-23), \verb|x86_64-apple-darwin15.6.0|
##   \item Locale: \verb|en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8|
##   \item Running under: \verb|macOS High Sierra 10.13.6|
##   \item Matrix products: default
##   \item BLAS: \verb|/Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRblas.0.dylib|
##   \item LAPACK: \verb|/Library/Frameworks/R.framework/Versions/3.5/Resources/lib/libRlapack.dylib|
##   \item Base packages: base, datasets, graphics, grDevices,
##     methods, parallel, stats, utils
##   \item Other packages: bindrcpp~0.2.2, Biobase~2.40.0,
##     BiocGenerics~0.26.0, BiocParallel~1.14.2, biomaRt~2.36.1,
##     cluster~2.0.7-1, corrplot~0.84, dplyr~0.7.7, DT~0.5,
##     dynamicTreeCut~1.63-1, enrichR~1.0, fastcluster~1.1.25,
##     flashClust~1.01-2, Formula~1.2-3, genefilter~1.62.0,
##     GEOquery~2.48.0, ggmap~2.6.1, ggplot2~3.1.0, gplots~3.0.1,
##     Hmisc~4.1-1, impute~1.54.0, lattice~0.20-38, limma~3.36.5,
##     lumi~2.32.0, mgcv~1.8-25, nlme~3.1-137, pamr~1.55,
##     qvalue~2.12.0, R.methodsS3~1.7.1, R.oo~1.22.0, R.utils~2.7.0,
##     RColorBrewer~1.1-2, Rcpp~1.0.0, stringi~1.2.4, stringr~1.3.1,
##     survival~2.43-1, sva~3.28.0, tidyr~0.8.2, viridis~0.5.1,
##     viridisLite~0.3.0, WGCNA~1.66
##   \item Loaded via a namespace (and not attached): acepack~1.4.1,
##     affy~1.58.0, affyio~1.50.0, annotate~1.58.0,
##     AnnotationDbi~1.42.1, assertthat~0.2.0, backports~1.1.2,
##     base64~2.0, base64enc~0.1-3, beanplot~1.2, bibtex~0.4.2,
##     bindr~0.1.1, BiocInstaller~1.30.0, Biostrings~2.48.0,
##     bit~1.1-14, bit64~0.9-7, bitops~1.0-6, blob~1.1.1,
##     bumphunter~1.22.0, caTools~1.17.1.1, checkmate~1.8.5,
##     cli~1.0.1, codetools~0.2-15, colorspace~1.3-2, compiler~3.5.0,
##     crayon~1.3.4, crosstalk~1.0.0, curl~3.2, data.table~1.11.8,
##     DBI~1.0.0, DelayedArray~0.6.6, DelayedMatrixStats~1.2.0,
##     DEoptimR~1.0-8, digest~0.6.18, doParallel~1.0.14, doRNG~1.7.1,
##     evaluate~0.12, fansi~0.4.0, fit.models~0.5-14, foreach~1.4.4,
##     foreign~0.8-71, gdata~2.18.0, GenomeInfoDb~1.16.0,
##     GenomeInfoDbData~1.1.0, GenomicAlignments~1.16.0,
##     GenomicFeatures~1.32.3, GenomicRanges~1.32.7, geosphere~1.5-7,
##     glue~1.3.0, GO.db~3.6.0, grid~3.5.0, gridExtra~2.3,
##     gtable~0.2.0, gtools~3.8.1, HDF5Array~1.8.1, hms~0.4.2,
##     htmlTable~1.12, htmltools~0.3.6, htmlwidgets~1.3,
##     httpuv~1.4.5, httr~1.3.1, illuminaio~0.22.0, IRanges~2.14.12,
##     iterators~1.0.10, jpeg~0.1-8, jsonlite~1.5,
##     KernSmooth~2.23-15, knitr~1.20, labeling~0.3, later~0.7.5,
##     latticeExtra~0.6-28, lazyeval~0.2.1, locfit~1.5-9.1,
##     magrittr~1.5, mapproj~1.2.6, maps~3.3.0, MASS~7.3-51.1,
##     Matrix~1.2-15, matrixStats~0.54.0, mclust~5.4.1,
##     memoise~1.1.0, methylumi~2.26.0, mime~0.6, minfi~1.26.2,
##     multtest~2.36.0, munsell~0.5.0, mvtnorm~1.0-8, nleqslv~3.3.2,
##     nnet~7.3-12, nor1mix~1.2-3, openssl~1.0.2, pcaPP~1.9-73,
##     pillar~1.3.0, pkgconfig~2.0.2, pkgmaker~0.27, plyr~1.8.4,
##     png~0.1-7, preprocessCore~1.42.0, prettyunits~1.0.2,
##     progress~1.2.0, promises~1.0.1, proto~1.0.0, purrr~0.2.5,
##     quadprog~1.5-5, R6~2.3.0, RCurl~1.95-4.11, readr~1.1.1,
##     registry~0.5, reshape~0.8.8, reshape2~1.4.3,
##     RgoogleMaps~1.4.3, rhdf5~2.24.0, Rhdf5lib~1.2.1, rjson~0.2.20,
##     rlang~0.3.0.1, rmarkdown~1.10, rngtools~1.3.1, robust~0.4-18,
##     robustbase~0.93-3, rpart~4.1-13, rprojroot~1.3-2, rrcov~1.4-4,
##     Rsamtools~1.32.3, RSQLite~2.1.1, rstudioapi~0.8,
##     rtracklayer~1.40.6, S4Vectors~0.18.3, scales~1.0.0,
##     shiny~1.2.0, siggenes~1.54.0, sp~1.3-1, splines~3.5.0,
##     stats4~3.5.0, SummarizedExperiment~1.10.1, tibble~1.4.2,
##     tidyselect~0.2.5, tools~3.5.0, utf8~1.1.4, withr~2.1.2,
##     XML~3.98-1.16, xml2~1.2.0, xtable~1.8-3, XVector~0.20.0,
##     yaml~2.2.0, zlibbioc~1.26.0
## \end{itemize}</code></pre>
<pre class="r"><code>#save image
save.image(file=&quot;WGCNA_temp.RData&quot;)</code></pre>
<pre class="r"><code>#Organize of files
library(filesstrings)

dir.create(&quot;Plots&quot;)
file.move(list.files(pattern = '*.pdf'), &quot;Plots&quot;)

dir.create(&quot;Module_Trait&amp;CellType&amp;GO&quot;)
file.move(list.files(pattern = 'A1_dat*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;)
file.move(list.files(pattern = 'A1_relating*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;)
file.move(list.files(pattern = 'SelectGeneListA1*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;)
file.move(list.files(pattern = 'geneListsModuleSummary*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;) 
file.move(list.files(pattern = 'A1_datAge*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;)
file.move(list.files(pattern = 'A1_datDisease*'), &quot;Module_Trait&amp;CellType&amp;GO&quot;)

file.move(list.files(pattern = &quot;enrichments_Num*&quot;), &quot;enrichmentsCellType_OvGenes&quot;)
file.move(list.files(pattern = &quot;enrichments_Sum*&quot;), &quot;enrichmentsCellType_OvGenes&quot;)
file.move(list.files(pattern = &quot;enrichmentsCellType_Sig*&quot;), &quot;enrichmentsCellType_OvGenes&quot;)

file.move(list.files(pattern = &quot;A1_HubGenestop*&quot;), &quot;Module_GeneskMEHubs&quot;)
file.move(list.files(pattern = &quot;ForPres&amp;Hyper*&quot;), &quot;Module_GeneskMEHubs&quot;)
file.move(list.files(pattern = &quot;kWithin*&quot;), &quot;Module_GeneskMEHubs&quot;)
file.move(list.files(pattern = &quot;kMEtable1*&quot;), &quot;Module_GeneskMEHubs&quot;)
file.move(list.files(pattern = &quot;kWithinConnectionskME*&quot;), &quot;Module_GeneskMEHubs&quot;)

dir.create(&quot;SVA_LM_csv&quot;)
file.move(list.files(pattern = &quot;edata*&quot;), &quot;SVA_LM_csv&quot;)
file.move(list.files(pattern = &quot;top*&quot;), &quot;SVA_LM_csv&quot;)
file.move(list.files(pattern = &quot;summary_stats*&quot;), &quot;SVA_LM_csv&quot;)

dir.create(&quot;VisANTCytoscape&quot;)
file.move(list.files(pattern = &quot;VisANTInput*&quot;), &quot;VisANTCytoscape&quot;)
file.move(list.files(pattern = &quot;CytoEdge*&quot;), &quot;VisANTCytoscape&quot;)
file.move(list.files(pattern = &quot;CytoNode*&quot;), &quot;VisANTCytoscape&quot;)

#these input files are intermediate generated files and if not yet saved they are saved separately in a folder for storing original gene id conversions and annotation at the time of analysis
dir.create(&quot;Intermediate&quot;)
file.move(list.files(pattern = &quot;merge_GSE33000_GSE43490*&quot;), &quot;Intermediate&quot;)
file.move(list.files(pattern = &quot;GSE33000*&quot;), &quot;Intermediate&quot;)
file.move(list.files(pattern = &quot;GSE43490*&quot;), &quot;Intermediate&quot;)
file.move(list.files(pattern = &quot;GPL*&quot;), &quot;Intermediate&quot;)
file.move(list.files(pattern='CellType_GSE52564_FCover20_Signature_Hu_GeneCount.csv'), &quot;Intermediate&quot;)
file.move(list.files(pattern='CellType_GSE52564_FCover20_Signature_Hu.csv'), &quot;Intermediate&quot;)</code></pre>
<pre class="r"><code>#Remove .RData and clear environment to free up memory
rm(list=ls())
file.remove(&quot;temp.RData&quot;)</code></pre>
<pre><code>## [1] TRUE</code></pre>
<pre class="r"><code>gc()</code></pre>
<pre><code>##            used  (Mb) gc trigger   (Mb) limit (Mb)  max used   (Mb)
## Ncells  8814316 470.8   26482191 1414.4         NA  26482191 1414.4
## Vcells 43824711 334.4  694246424 5296.7     102400 857111940 6539.3</code></pre>
</div>
</div>